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Repairing EL Ontologies Using Weakening and Completing
Linköpings universitet, Tekniska fakulteten. Linköpings universitet, Institutionen för datavetenskap, Databas och informationsteknik.ORCID-id: 0000-0002-1367-9679
Linköpings universitet, Institutionen för datavetenskap, Databas och informationsteknik. Linköpings universitet, Tekniska högskolan. (IDA/ADIT)ORCID-id: 0000-0002-9084-0470
2023 (engelsk)Inngår i: The Semantic Web. ESWC 2023., Cham: Springer, 2023, s. 298-315Konferansepaper, Publicerat paper (Fagfellevurdert)
Abstract [en]

The quality of ontologies in terms of their correctness and completeness is crucial for developing high-quality ontology-based applications. Traditional debugging techniques repair ontologies by removing unwanted axioms, but may thereby remove consequences that are correct in the domain of the ontology. In this paper we propose an interactive approach to mitigate this for EL ontologies by axiom weakening and completing. We present the first approach for repairing that takes into account removing, weakening and completing. We show different combination strategies, discuss the influence on the final ontologies and show experimental results. We show that previous work has only considered special cases and that there is a trade-off, and how to deal with it, involving the amount of validation work for a domain expert and the quality of the ontology in terms of correctness and completeness. We also present new algorithms for weakening and completing.

sted, utgiver, år, opplag, sider
Cham: Springer, 2023. s. 298-315
Serie
Lecture Notes in Computer Science, ISSN 0302-9743, E-ISSN 1611-3349 ; 13870
HSV kategori
Identifikatorer
URN: urn:nbn:se:liu:diva-193952DOI: 10.1007/978-3-031-33455-9_18OAI: oai:DiVA.org:liu-193952DiVA, id: diva2:1758100
Konferanse
ESWC
Forskningsfinansiär
Swedish Research Council, 2018-04147Swedish e‐Science Research CenterTilgjengelig fra: 2023-05-22 Laget: 2023-05-22 Sist oppdatert: 2023-05-22

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